datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
marigold_normals_evalT2I-ImageNet-NormalMultimodal-Chest-X-ray-dataset-for-Normal-and-Bacterial-Pneumonia-in-Africans
Multimodal Chest X ray dataset for Normal and Bacterial Pneumonia in Africans | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: imagefolder - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Multimodal-Chest-X-ray-dataset-for-Normal-and-Bacterial-Pneumonia-in-Africans.mh_0.4
Setting
neg_prompt: low quality, photoreal, Long Shot, Face Shot, Detail Shot, face front, centered composition, multiple people, group settings
height: 960
weight: 960
seed: 42
cfg_scale: 7.0
vae: vae_sd_84000
step: 50
sampler: DDIM
matrix
number in csv
prompt
sgl_artist_v0.4.0
162
['Pre-Raphaelite, Soft pastel tones, A person sitting in meditation, Contemplative, Seeking inner peace, Embracing emotions, Closed eyes, Calm expression, Cross-legged posture, A… See the full description on the dataset page: https://huggingface.co/datasets/normanhus/mh_0.4.textures-color-normal-1k
textures-color-normal-1k
Dataset Summary
The textures-color-normal-1k dataset is an image dataset of 1000+ color and normal map textures in 512x512 resolution.
The dataset was created for use in image to image tasks.
It contains a combination of CC0 procedural and photoscanned PBR materials from ambientCG.
Dataset Structure
Data Instances
Each data point contains a 512x512 color texture and the corresponding 512x512 normal map.
Data Fields… See the full description on the dataset page: https://huggingface.co/datasets/dream-textures/textures-color-normal-1k.coco2017_caption_normalmerged_libero_s40_mdnl_original_s40_synthetic_20ep_2_hard_task_5ep_all_normal_taskThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "panda",
"total_episodes": 800,
"total_frames": 133851,
"total_tasks": 40,
"total_videos": 0,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 10,
"splits": {
"train": "0:800"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/ducido/merged_libero_s40_mdnl_original_s40_synthetic_20ep_2_hard_task_5ep_all_normal_task.v1v1d_docmatix_1k_normal_v6v1v1d_docmatix_1k_normal_v5skin-disease-acne-rosacea-normalmerged_libero_s100_mdnl_original_s100_synthetic_20ep_2_hard_task_5ep_all_normal_taskThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "panda",
"total_episodes": 1676,
"total_frames": 269918,
"total_tasks": 40,
"total_videos": 0,
"total_chunks": 2,
"chunks_size": 1000,
"fps": 10,
"splits": {
"train": "0:1676"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/ducido/merged_libero_s100_mdnl_original_s100_synthetic_20ep_2_hard_task_5ep_all_normal_task.merged_libero_s100_mdnl_original_s40_synthetic_20ep_2_hard_task_5ep_all_normal_task_PAThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "panda",
"total_episodes": 1676,
"total_frames": 269918,
"total_tasks": 40,
"total_videos": 0,
"total_chunks": 2,
"chunks_size": 1000,
"fps": 10,
"splits": {
"train": "0:1676"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/ducido/merged_libero_s100_mdnl_original_s40_synthetic_20ep_2_hard_task_5ep_all_normal_task_PA.DiffuserCam-Lensless-Mirflickr-Dataset-NORMSame as this dataset but with images normalized to full 8-bit range. For future models, better to train with this dataset.
More accessible copy (6GB instead of 100GB) of: https://waller-lab.github.io/LenslessLearning/dataset.html
Original license: https://github.com/Waller-Lab/LenslessLearning/blob/master/LICENSE
qwen3-resize-easyr1-110k-bbox0p05-remove-pixmo-uground-seeclick-normalizedpusht_96_norm4_visual_nomarker_allstep_thinking_trickiness_cot
PushT norm4 Visual Nomarker All-Step Thinking Trickiness COT
This dataset is derived from successful PushT visual-nomarker trajectories in novastar112/pusht_96_norm4_visual_nomarker.
Each row contains one full successful trajectory from the first move through the final stop action.
Main files:
training/pusht_allstep_thinking_cot.jsonl.gz: 500,000 train rows.
testing/pusht_allstep_thinking_cot.jsonl.gz: 200 test rows.
metadata/final_scan_validation.json: full local scan after repair… See the full description on the dataset page: https://huggingface.co/datasets/novastar112/pusht_96_norm4_visual_nomarker_allstep_thinking_trickiness_cot.synthetic-concrete-surface-normal
Synthetic Concrete Surface – Normal Images for Anomaly Detection
Dataset Description
A dataset of 747 synthetic images of defect-free concrete surfaces, generated for training one-class anomaly detection models such as PatchCore. All images are 1024×1024 PNG files depicting intact concrete with no cracks, spalling, or structural damage.
MVTec AD, the de facto benchmark for visual anomaly detection, covers 15 object and texture categories but does not include concrete.… See the full description on the dataset page: https://huggingface.co/datasets/wolfsynth/synthetic-concrete-surface-normal.skin-disease-acne-rosacea-normalConditioned_Normals
Conditioned Normals Dataset
This dataset contains surface normals estimated by the Marigold model for each image in the Subh775/ControlNet_Conditioned_Posters dataset. Although the model tried its best to capture the finest details, the results are still very useful for various computer vision tasks.
Dataset Overview
Name: Conditioned Normals
Source Dataset: Subh775/ControlNet_Conditioned_Posters
Model Used: Marigold model for surface normals estimation
Intended Use:This… See the full description on the dataset page: https://huggingface.co/datasets/Subh775/Conditioned_Normals.skin-disease-acne-rosacea-normalxfund-multilingual-normalized-layoutlmv3v1v1d_docmatix_1k_normaldreambench_eval_results_seed_x_normal_dreambench_best_of_16_imagespointing_demo_normalizedtextures-normal-1k
textures-normal-1k
Dataset Summary
The textures-normal-1k dataset is an image dataset of 1000+ normal map textures in 512x512 resolution with associated text descriptions.
The dataset was created for training/fine-tuning models for text to image tasks.
It contains a combination of CC0 procedural and photoscanned PBR materials from ambientCG.
Languages
The text descriptions are in English, and created by joining the tags of each material with a space character.… See the full description on the dataset page: https://huggingface.co/datasets/dream-textures/textures-normal-1k.image_to_math_normalized_datasetmuseum_collectionsVLM-Normal-Requests
VLM-Normal-Requests
We build based on the VisionArena-Chat dataset. This dataset is used for VLM fingerprint request stealthiness analysis.
Citation
@article{zhao2026sif,
title={SIF: Semantically In-Distribution Fingerprints for Large Vision-Language Models},
author={Zhao, Yifei and Lou, Qian and Zheng, Mengxin},
journal={arXiv preprint arXiv:2604.17041},
year={2026}
}
@inproceedings{chou2025visionarena,
title={Visionarena: 230k real world user-vlm… See the full description on the dataset page: https://huggingface.co/datasets/yifeiz29/VLM-Normal-Requests.normal_map_estimationdreambench_eval_results_seedx_normal_1_roundscreenspot-normalized